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A Unified Approach to Interpreting Model Predictions

22 May 2017

Papers citing "A Unified Approach to Interpreting Model Predictions"

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Title
Multi-Dimensional Self Attention based Approach for Remaining Useful Life Estimation Zhi Lai Mengjuan Liu Yunzhu Pan Dajiang Chen 32 6 0 12 Dec 2022
Utilizing Mutations to Evaluate Interpretability of Neural Networks on Genomic Data Utku Ozbulak Solha Kang Jasper Zuallaert Stephen Depuydt J. Vankerschaver 33 0 0 12 Dec 2022
Identifying the Source of Vulnerability in Explanation Discrepancy: A Case Study in Neural Text Classification Ruixuan Tang Hanjie Chen Yangfeng Ji AAML FAtt 73 3 0 10 Dec 2022
Incorporating Emotions into Health Mention Classification Task on Social Media O. Aduragba Jialin Yu Alexandra I. Cristea 70 1 0 09 Dec 2022
Spurious Features Everywhere -- Large-Scale Detection of Harmful Spurious Features in ImageNet Yannic Neuhaus Maximilian Augustin Valentyn Boreiko Matthias Hein AAML 134 32 0 09 Dec 2022
A Comparative Performance Analysis of Explainable Machine Learning Models With And Without RFECV Feature Selection Technique Towards Ransomware Classification Rawshan Ara Mowri Madhuri Siddula Kaushik Roy AAML 24 2 0 09 Dec 2022
Machine Learning Framework: Competitive Intelligence and Key Drivers Identification of Market Share Trends Among Healthcare Facilities A. Appe B. Poluparthi Lakshmi Kasivajjula Udai Mv Sobha Bagadi Punya Modi Aditya Singh Hemanth Gunupudi OOD 27 0 0 09 Dec 2022
Understanding electricity prices beyond the merit order principle using explainable AI Julius Trebbien L. R. Gorjão Aaron Praktiknjo B. Schäfer D. Witthaut 56 28 0 09 Dec 2022
Training Data Influence Analysis and Estimation: A Survey Zayd Hammoudeh Daniel Lowd TDI 121 101 0 09 Dec 2022
XRand: Differentially Private Defense against Explanation-Guided Attacks Truc D. T. Nguyen Phung Lai Nhathai Phan My T. Thai AAML SILM 92 16 0 08 Dec 2022
Mining Explainable Predictive Features for Water Quality Management C. Muldoon Levent Gorgu J. O'Sullivan W. Meijer Gregory M. P. O'Hare FAtt 66 0 0 08 Dec 2022
Power Consumption Modeling of 5G Multi-Carrier Base Stations: A Machine Learning Approach Nicola Piovesan David López-Pérez Antonio De Domenico Xinli Geng H. Bao 24 7 0 08 Dec 2022
MixBoost: Improving the Robustness of Deep Neural Networks by Boosting Data Augmentation Zhendong Liu Wenyu Jiang Min Guo Chongjun Wang AAML 76 1 0 08 Dec 2022
Fairness and Explainability: Bridging the Gap Towards Fair Model Explanations Yuying Zhao Yu Wang Hanyu Wang FaML 91 16 0 07 Dec 2022
Deep Learning for Brain Age Estimation: A Systematic Review Md. Iftekhar Tanveer M. A. Ganaie I. Beheshti Tripti Goel Nehal Ahmad Kuan-Ting Lai Kaizhu Huang Yudong Zhang Javier Del Ser Chin-Teng Lin 97 90 0 07 Dec 2022
Optimizing a Digital Twin for Fault Diagnosis in Grid Connected Inverters -- A Bayesian Approach Pavol Mulinka Subham S. Sahoo Charalampos Kalalas P. H. Nardelli 46 4 0 07 Dec 2022
Truthful Meta-Explanations for Local Interpretability of Machine Learning Models Ioannis Mollas Nick Bassiliades Grigorios Tsoumakas 54 3 0 07 Dec 2022
Achieving Transparency in Distributed Machine Learning with Explainable Data Collaboration A. Bogdanova A. Imakura T. Sakurai Tomoya Fujii Teppei Sakamoto Hiroyuki Abe FedML 48 2 0 06 Dec 2022
MobilePTX: Sparse Coding for Pneumothorax Detection Given Limited Training Examples Darryl Hannan Steven C. Nesbit Ximing Wen Glen Smith Qiao Zhang ... J. Hunninghake Nicholas E. Villalobos Edward J. Kim Rosina O. Weber Christopher J. MacLellan Drexel University 62 5 0 06 Dec 2022
Explainability as statistical inference Hugo Senetaire Damien Garreau J. Frellsen Pierre-Alexandre Mattei FAtt 87 4 0 06 Dec 2022
On the Importance of Clinical Notes in Multi-modal Learning for EHR Data Severin Husmann Hugo Yèche Gunnar Rätsch Rita Kuznetsova HAI 50 10 0 06 Dec 2022
Towards a more efficient computation of individual attribute and policy contribution for post-hoc explanation of cooperative multi-agent systems using Myerson values Giorgio Angelotti Natalia Díaz Rodríguez 64 7 0 06 Dec 2022
A Time Series Approach to Explainability for Neural Nets with Applications to Risk-Management and Fraud Detection M. Wildi Branka Hadji Misheva AI4TS 63 1 0 06 Dec 2022
An Interpretable Model of Climate Change Using Correlative Learning Chuck Anderson Jason Stock 26 1 0 05 Dec 2022
Relative Acoustic Features for Distance Estimation in Smart-Homes F. Nespoli Daniel Barreda Patrick A. Naylor 20 1 0 02 Dec 2022
Initial Results for Pairwise Causal Discovery Using Quantitative Information Flow Felipe Giori Flavio Figueiredo CML 35 1 0 02 Dec 2022
COmic: Convolutional Kernel Networks for Interpretable End-to-End Learning on (Multi-)Omics Data Jonas C. Ditz Bernhard Reuter Nícolas Pfeifer 57 1 0 02 Dec 2022
RIPPLE: Concept-Based Interpretation for Raw Time Series Models in Education Mohammad Asadi Vinitra Swamy Jibril Frej J. Vignoud Mirko Marras Tanja Käser 57 8 0 02 Dec 2022
VeriX: Towards Verified Explainability of Deep Neural Networks Min Wu Haoze Wu Clark W. Barrett AAML 158 13 0 02 Dec 2022
SOLD: Sinhala Offensive Language Dataset Tharindu Ranasinghe Isuri Anuradha Damith Premasiri Kanishka Silva Hansi Hettiarachchi Lasitha Uyangodage Marcos Zampieri 106 8 0 01 Dec 2022
A Hybrid Statistical-Machine Learning Approach for Analysing Online Customer Behavior: An Empirical Study Saed Alizami Kasun Bandara A. Eshragh Foaad Iravani 67 1 0 01 Dec 2022
Probably Approximate Shapley Fairness with Applications in Machine Learning Zijian Zhou Xinyi Xu Rachael Hwee Ling Sim Chuan-Sheng Foo K. H. Low TDI 65 10 0 01 Dec 2022
Implicit Mixture of Interpretable Experts for Global and Local Interpretability N. Elazar Kerry Taylor MoE 66 0 0 01 Dec 2022
Feature Selection with Distance Correlation Ranit Das Gregor Kasieczka David Shih 63 14 0 30 Nov 2022
Understanding transit ridership in an equity context through a comparison of statistical and machine learning algorithms Elnaz Yousefzadeh Barri S. Farber H. Jahanshahi Eda Beyazıt 46 14 0 30 Nov 2022
AutoCAD: Automatically Generating Counterfactuals for Mitigating Shortcut Learning Jiaxin Wen Yeshuang Zhu Jinchao Zhang Jie Zhou Minlie Huang CML AAML 115 9 0 29 Nov 2022
Predicting Football Match Outcomes with eXplainable Machine Learning and the Kelly Index Yiming Ren Teo Susnjak 36 3 0 28 Nov 2022
Distance Metric Learning Loss Functions in Few-Shot Scenarios of Supervised Language Models Fine-Tuning Witold Sosnowski Karolina Seweryn Anna Wróblewska P. Gawrysiak 66 0 0 28 Nov 2022
Latent SHAP: Toward Practical Human-Interpretable Explanations Ron Bitton Alon Malach Amiel Meiseles Satoru Momiyama Toshinori Araki Jun Furukawa Yuval Elovici A. Shabtai FAtt 35 4 0 27 Nov 2022
The European AI Liability Directives -- Critique of a Half-Hearted Approach and Lessons for the Future P. Hacker AILaw 85 68 0 25 Nov 2022
Testing the effectiveness of saliency-based explainability in NLP using randomized survey-based experiments Adel Rahimi Shaurya Jain FAtt 101 0 0 25 Nov 2022
Shapley Curves: A Smoothing Perspective Ratmir Miftachov Georg Keilbar Wolfgang Karl Härdle FAtt 122 1 0 23 Nov 2022
Reconnoitering the class distinguishing abilities of the features, to know them better Payel Sadhukhan S. Palit Kausik Sengupta 57 0 0 23 Nov 2022
Evaluating Feature Attribution Methods for Electrocardiogram J. Suh Jimyeong Kim Euna Jung Wonjong Rhee FAtt 50 2 0 23 Nov 2022
Explaining Image Classifiers with Multiscale Directional Image Representation Stefan Kolek Robert Windesheim Héctor Andrade-Loarca Gitta Kutyniok Ron Levie 58 5 0 22 Nov 2022
Predicting adverse outcomes following catheter ablation treatment for atrial fibrillation J. Quiroz D. Brieger Louisa R Jorm R. Sy B. Hsu B. Gallego 80 0 0 22 Nov 2022
Bursting the Burden Bubble? An Assessment of Sharma et al.'s Counterfactual-based Fairness Metric Yochem van Rosmalen Florian van der Steen Sebastiaan Jans Daan van der Weijden 16 0 0 21 Nov 2022
EVNet: An Explainable Deep Network for Dimension Reduction Z. Zang Sheng-Hsien Cheng Linyan Lu Hanchen Xia Liangyu Li Yaoting Sun Yongjie Xu Lei Shang Baigui Sun Stan Z. Li FAtt 80 17 0 21 Nov 2022
Explainable Model-specific Algorithm Selection for Multi-Label Classification Ana Kostovska Carola Doerr Jannis Brugger D. Kocev P. Panov T. Eftimov 48 1 0 21 Nov 2022
An Algorithm for Routing Vectors in Sequences Franz A. Heinsen 37 18 0 20 Nov 2022